{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.8.10"
    },
    "orig_nbformat": 2,
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3.8.10 64-bit ('t5': conda)"
    },
    "interpreter": {
      "hash": "184c0bf4d405d4a36e719b504ff2a22c838d19108535bf816dff1a5aad495b87"
    },
    "colab": {
      "name": "wav2vec2-inference.ipynb",
      "provenance": [],
      "include_colab_link": true
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/vasudevgupta7/gsoc-wav2vec2/blob/main/notebooks/wav2vec2-inference.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "k_cUUhPJwoMa"
      },
      "source": [
        "# Wav2Vec2 inference\n",
        "\n",
        "In this notebook, we will be using fine-tuned Wav2Vec2 model (with suitable heads) for Automatic Speech Recognition. We will be using `wav2vec2` package from [this repositary](https://github.com/vasudevgupta7/gsoc-wav2vec2)."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ceqULK19j7NX",
        "outputId": "bec512b2-8b38-4046-9ece-310e18a6c4ce",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "!pip3 install -q git+https://github.com/vasudevgupta7/gsoc-wav2vec2@main"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[K     |████████████████████████████████| 1.6 MB 7.9 MB/s \n",
            "\u001b[K     |████████████████████████████████| 43 kB 2.3 MB/s \n",
            "\u001b[K     |████████████████████████████████| 50 kB 8.0 MB/s \n",
            "\u001b[K     |████████████████████████████████| 97 kB 8.0 MB/s \n",
            "\u001b[K     |████████████████████████████████| 133 kB 68.5 MB/s \n",
            "\u001b[K     |████████████████████████████████| 170 kB 45.9 MB/s \n",
            "\u001b[K     |████████████████████████████████| 63 kB 2.5 MB/s \n",
            "\u001b[?25h  Building wheel for wav2vec2 (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for python-Levenshtein (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for subprocess32 (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for pathtools (setup.py) ... \u001b[?25l\u001b[?25hdone\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RdVrnD4Oxfxs"
      },
      "source": [
        "First download sample `.wav` file & initialize `FILE_PATH`. Additionally, You can directly upload you `.wav` file (in this colab session) for inference on your sample."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xd1x3IrQo99l",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "fe105e9f-1da4-4c10-a01c-43c2fc730035"
      },
      "source": [
        "!wget https://github.com/vasudevgupta7/gsoc-wav2vec2/raw/main/data/sample.wav\n",
        "\n",
        "FILE_PATH = \"sample.wav\""
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2021-08-19 00:45:22--  https://github.com/vasudevgupta7/gsoc-wav2vec2/raw/main/data/sample.wav\n",
            "Resolving github.com (github.com)... 140.82.112.4\n",
            "Connecting to github.com (github.com)|140.82.112.4|:443... connected.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: https://raw.githubusercontent.com/vasudevgupta7/gsoc-wav2vec2/main/data/sample.wav [following]\n",
            "--2021-08-19 00:45:22--  https://raw.githubusercontent.com/vasudevgupta7/gsoc-wav2vec2/main/data/sample.wav\n",
            "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.110.133, 185.199.108.133, 185.199.109.133, ...\n",
            "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.110.133|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 93638 (91K) [audio/wav]\n",
            "Saving to: ‘sample.wav’\n",
            "\n",
            "sample.wav          100%[===================>]  91.44K  --.-KB/s    in 0.007s  \n",
            "\n",
            "2021-08-19 00:45:22 (12.1 MB/s) - ‘sample.wav’ saved [93638/93638]\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cXv6YYC-yIb5"
      },
      "source": [
        "Now, you need not worry remaining cells. Just checkout output of the last cell."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kynsW4-BzJLx"
      },
      "source": [
        "## Setup"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mLsnEZwBj2fb"
      },
      "source": [
        "import tensorflow as tf\n",
        "from wav2vec2 import Wav2Vec2Processor, Wav2Vec2ForCTC"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "J8cF-NLIj2fe",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f576e3fb-0fd9-418c-e514-1c706bfda076"
      },
      "source": [
        "processor = Wav2Vec2Processor(is_tokenizer=False)\n",
        "tokenizer = Wav2Vec2Processor(is_tokenizer=True)\n",
        "model = Wav2Vec2ForCTC.from_pretrained(\"vasudevgupta/finetuned-wav2vec2-960h\")"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading `vocab.json` from https://github.com/vasudevgupta7/gsoc-wav2vec2/raw/main/data/vocab.json ... DONE\n",
            "Downloading model weights from https://huggingface.co/vasudevgupta/finetuned-wav2vec2-960h ... Done\n",
            "Total number of loaded variables: 213\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "86OL6wnAkGsl"
      },
      "source": [
        "import soundfile as sf\n",
        "\n",
        "def read_sound(file_name: str):\n",
        "    if file_name.endswith(\".flac\"):\n",
        "      with open(file_name, \"rb\") as f:\n",
        "          speech, sample_rate = sf.read(f)\n",
        "    elif file_name.endswith(\".wav\"):\n",
        "      speech, sample_rate = sf.read(file_name)\n",
        "    else:\n",
        "      raise NotImplementedError\n",
        "\n",
        "    assert sample_rate == 16000, \"Sound must have a sample rate of 16K\"\n",
        "    speech = tf.constant(speech, dtype=tf.float32)\n",
        "    return tf.transpose(speech)\n",
        "\n",
        "def forward(speech: tf.Tensor):\n",
        "  speech = tf.expand_dims(processor(speech), axis=0)\n",
        "  tf_out = model(speech, training=False)\n",
        "  return tf.squeeze(tf.argmax(tf_out, axis=-1))\n",
        "\n",
        "def recognize_text(speech: tf.Tensor):\n",
        "  tf_out = forward(speech)\n",
        "  return tokenizer.decode(tf_out.numpy().tolist())"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IlQv-36dzOJa"
      },
      "source": [
        "## Results"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9OKEJQSXj2fi",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 69
        },
        "outputId": "00b13512-35b0-4397-81dc-81dc5526aea7"
      },
      "source": [
        "from IPython.display import Audio\n",
        "\n",
        "print(recognize_text(read_sound(FILE_PATH)))\n",
        "Audio(filename=FILE_PATH)"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "SHE HAD YOU DUCK SOU AND GREASY WASHWATER ALL YEAR\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "                <audio controls=\"controls\" >\n",
              "                    <source src=\"data:audio/x-wav;base64,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\" type=\"audio/x-wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OlX-z4g63Ama"
      },
      "source": [
        ""
      ],
      "execution_count": 6,
      "outputs": []
    }
  ]
}